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In this paper, we consider the importance of channel measurement data from specific sites and its impact on air interface optimization and test. Currently, a range of statistical channel models including 3GPP 38.901 tapped delay line (TDL),…

Signal Processing · Electrical Eng. & Systems 2024-10-28 Johnathan Corgan , Nitin Nair , Rajib Bhattacharjea , Wan Liu , Serhat Tadik , Tom Tsou , Timothy J. O'Shea

Differentiable ray tracing has recently challenged the status quo in radio propagation modelling and digital twinning. Promising unprecedented speed and the ability to learn from real-world data, it offers a real alternative to conventional…

Networking and Internet Architecture · Computer Science 2025-09-25 Stefanos Bakirtzis , Paul Almasan , José Suárez-Varela , Gabriel O. Ferreira , Michail Kalntis , André Felipe Zanella , Ian Wassell , Andra Lutu

The 3rd generation partnership project (3GPP) has been engaged in further advancing the evolved universal mobile telecommunications system (UMTS) terrestrial radio access network (E-UTRAN) and UTRAN based radio access network technologies.…

Information Theory · Computer Science 2018-03-01 Mirza Golam Kibria , Kien Nguyen , Gabriel Porto Villardi , Kentaro Ishizu , Fumihide Kojima

5G New Radio (NR) Sidelink (SL) Mode 2 has enabled decentralized, infrastructure-less direct communications which is evolving to serve reliability-critical services in 6G SL. Particularly, the channel access in NR SL Mode 2 relies on the…

Networking and Internet Architecture · Computer Science 2026-03-10 Liu Cao , Zhaoyu Liu , Lyutianyang Zhang

3rd Generation Partnership Project (3GPP) Technical Report (TR) 38.901 channel models (Releases 15-19) are widely used for physical-layer design and system-level evaluation in dense urban outdoor-to-indoor (O2I) and indoor environments.…

Signal Processing · Electrical Eng. & Systems 2026-05-25 Julia Andrusenko , Chloe Makdad

Artificial intelligence (AI) techniques have emerged as a powerful approach to make wireless networks more efficient and adaptable. In this paper we present an ns-3 simulation framework, able to implement AI algorithms for the optimization…

Networking and Internet Architecture · Computer Science 2022-03-11 Matteo Drago , Tommaso Zugno , Federico Mason , Marco Giordani , Mate Boban , Michele Zorzi

MIMO spatial multiplexing is an essential feature to increase the communication data rates in current and future cellular systems. Currently, the ns-3 lte module leverages an abstraction model for 2x2 MIMO with spatial multiplexing of two…

Networking and Internet Architecture · Computer Science 2022-04-21 Biljana Bojovic , Zoraze Ali , Sandra Lagen

Unmanned aerial vehicles (UAVs) enhance coverage and provide flexible deployment in 5G and next-generation wireless networks. The performance of such wireless networks can be improved by developing new navigation and wireless adaptation…

Networking and Internet Architecture · Computer Science 2025-03-12 Md Sharif Hossen , Anil Gurses , Mihail Sichitiu , Ismail Guvenc

The widespread adoption of the fifth generation (5G) of cellular networks has brought new opportunities for the development of localization-based services. High-accuracy positioning use cases and functionalities defined by the standards are…

Signal Processing · Electrical Eng. & Systems 2024-10-28 Lorenzo Italiano , Bernardo Camajori Tedeschini , Mattia Brambilla , Huiping Huang , Monica Nicoli , Henk Wymeersch

Technologies like ultra-massive multiple-input-multiple-output (UM-MIMO) and reconfigurable intelligent surfaces (RISs) are of special interest to meet the key performance indicators of future wireless systems including ubiquitous…

Information Theory · Computer Science 2024-05-28 Yiqin Wang , Chong Han , Shu Sun , Jianhua Zhang

Ray-tracing (RT) simulators are essential for wireless digital twins, enabling accurate site-specific radio channel prediction for next-generation wireless systems. Yet, RT simulation accuracy is often limited by insufficient measurement…

Signal Processing · Electrical Eng. & Systems 2026-02-02 Mingjun Ying , Dipankar Shakya , Peijie Ma , Guanyue Qian , Theodore S. Rappaport

Industrial environments are considered to be severe from the point of view of electromagnetic (EM) wave propagation. When dealing with a wide range of industrial environments and deployment setups, ray-tracing channel emulation can capture…

Signal Processing · Electrical Eng. & Systems 2023-06-05 Gurjot Singh Bhatia , Yoann Corre , M. Di Renzo

We study the realism of Sionna v1.0.2 ray-tracing for outdoor cellular links in central Rome. We use a real measurement set of 1,664 user-equipments (UEs) and six nominal base-station (BS) sites. Using these fixed positions we…

Networking and Internet Architecture · Computer Science 2025-07-29 Armen Manukyan , Hrant Khachatrian , Edvard Ghukasyan , Theofanis P. Raptis

Communication at mmWave frequencies is one of the major innovations of the fifth generation of cellular networks, because of the potential multi-gigabit data rate given by the large amounts of available bandwidth. The mmWave channel,…

Networking and Internet Architecture · Computer Science 2018-09-05 Michele Polese , Michele Zorzi

Channel models are a fundamental component of wireless communication systems, providing critical insights into the physics of radio wave propagation. As wireless systems evolve every decade, the development of accurate and standardized…

Information Theory · Computer Science 2025-07-30 Hitesh Poddar , Dimitri Gold , Daewon Lee , Nan Zhang , Gokul Sridharan , Henrik Asplund , Mansoor Shafi

Deploying fifth-generation (5G) networks in emerging markets demands a balance between performance targets and constraints in budget, spectrum, and infrastructure. We use MATLAB simulations to quantify how radio and architectural levers -…

Signal Processing · Electrical Eng. & Systems 2026-01-13 Desire Guel , Justin Pegd-Windé Kouraogo , Kouka Kouakou Nakoulma

Sionna is a GPU-accelerated open-source library for link-level simulations based on TensorFlow. Since release v0.14 it integrates a differentiable ray tracer (RT) for the simulation of radio wave propagation. This unique feature allows for…

We present a solution to evaluate the performance of transport protocols as a function of link layer reliability schemes (i.e. ARQ, FEC and Hybrid ARQ) applied to satellite physical layer traces. As modelling such traces is complex and may…

Networking and Internet Architecture · Computer Science 2012-05-18 Nicolas Kuhn , Emmanuel Lochin , Jerome Lacan , Roksana Boreli , Caroline Bes , Laurence Clarac

Next generation cellular deployments are expected to exploit the 6-24 GHz frequency range 3 (FR3) and extremely large-scale multiple-input multiple-output (XL-MIMO) to enable ultra-high data rates and reliability. However, the significantly…

The roll out of new mobile network generations poses hard challenges due to various factors such as cost-benefit tradeoffs, existing infrastructure, and new technology aspects. In particular, one of the main challenges for the 5G deployment…

Networking and Internet Architecture · Computer Science 2023-09-08 Paul Almasan , José Suárez-Varela , Andra Lutu , Albert Cabellos-Aparicio , Pere Barlet-Ros